Overview
Brought to you by YData
Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 1200000 |
| Missing cells | 1203748 |
| Missing cells (%) | 4.8% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 897.8 MiB |
| Average record size in memory | 784.5 B |
Variable types
| Numeric | 9 |
|---|---|
| Categorical | 10 |
| DateTime | 1 |
| Boolean | 1 |
Age has 18705 (1.6%) missing values | Missing |
Annual Income has 44949 (3.7%) missing values | Missing |
Marital Status has 18529 (1.5%) missing values | Missing |
Number of Dependents has 109672 (9.1%) missing values | Missing |
Occupation has 358075 (29.8%) missing values | Missing |
Health Score has 74076 (6.2%) missing values | Missing |
Previous Claims has 364029 (30.3%) missing values | Missing |
Credit Score has 137882 (11.5%) missing values | Missing |
Customer Feedback has 77824 (6.5%) missing values | Missing |
id is uniformly distributed | Uniform |
id has unique values | Unique |
Previous Claims has 305433 (25.5%) zeros | Zeros |
Vehicle Age has 61615 (5.1%) zeros | Zeros |
Reproduction
| Analysis started | 2025-01-02 21:35:09.626001 |
|---|---|
| Analysis finished | 2025-01-02 21:37:07.184084 |
| Duration | 1 minute and 57.56 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
id
Real number (ℝ)
Uniform  Unique 
| Distinct | 1200000 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 599999.5 |
| Minimum | 0 |
|---|---|
| Maximum | 1199999 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 59999.95 |
| Q1 | 299999.75 |
| median | 599999.5 |
| Q3 | 899999.25 |
| 95-th percentile | 1139999.1 |
| Maximum | 1199999 |
| Range | 1199999 |
| Interquartile range (IQR) | 599999.5 |
Descriptive statistics
| Standard deviation | 346410.31 |
|---|---|
| Coefficient of variation (CV) | 0.57735099 |
| Kurtosis | -1.2 |
| Mean | 599999.5 |
| Median Absolute Deviation (MAD) | 300000 |
| Skewness | 3.8362792 × 10-16 |
| Sum | 7.199994 × 1011 |
| Variance | 1.200001 × 1011 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 1199983 | 1 | < 0.1% |
| 1199982 | 1 | < 0.1% |
| 1199981 | 1 | < 0.1% |
| 1199980 | 1 | < 0.1% |
| 1199979 | 1 | < 0.1% |
| 1199978 | 1 | < 0.1% |
| 1199977 | 1 | < 0.1% |
| 1199976 | 1 | < 0.1% |
| 1199975 | 1 | < 0.1% |
| 1199974 | 1 | < 0.1% |
| Other values (1199990) | 1199990 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 |
| Value | Count | Frequency (%) |
| 1199999 | 1 | |
| 1199998 | 1 | |
| 1199997 | 1 | |
| 1199996 | 1 | |
| 1199995 | 1 | |
| 1199994 | 1 | |
| 1199993 | 1 | |
| 1199992 | 1 | |
| 1199991 | 1 | |
| 1199990 | 1 |
Age
Real number (ℝ)
Missing 
| Distinct | 47 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 18705 |
| Missing (%) | 1.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.145563 |
| Minimum | 18 |
|---|---|
| Maximum | 64 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 MiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 20 |
| Q1 | 30 |
| median | 41 |
| Q3 | 53 |
| 95-th percentile | 62 |
| Maximum | 64 |
| Range | 46 |
| Interquartile range (IQR) | 23 |
Descriptive statistics
| Standard deviation | 13.53995 |
|---|---|
| Coefficient of variation (CV) | 0.32907436 |
| Kurtosis | -1.194939 |
| Mean | 41.145563 |
| Median Absolute Deviation (MAD) | 12 |
| Skewness | -0.012531918 |
| Sum | 48605048 |
| Variance | 183.33024 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 53 | 26354 | 2.2% |
| 61 | 26218 | 2.2% |
| 39 | 26042 | 2.2% |
| 64 | 25990 | 2.2% |
| 57 | 25971 | 2.2% |
| 43 | 25966 | 2.2% |
| 62 | 25849 | 2.2% |
| 46 | 25756 | 2.1% |
| 33 | 25728 | 2.1% |
| 47 | 25709 | 2.1% |
| Other values (37) | 921712 |
| Value | Count | Frequency (%) |
| 18 | 24488 | |
| 19 | 24641 | |
| 20 | 25055 | |
| 21 | 24987 | |
| 22 | 25309 | |
| 23 | 23225 | |
| 24 | 24690 | |
| 25 | 24221 | |
| 26 | 24805 | |
| 27 | 24212 |
| Value | Count | Frequency (%) |
| 64 | 25990 | |
| 63 | 24283 | |
| 62 | 25849 | |
| 61 | 26218 | |
| 60 | 24593 | |
| 59 | 25173 | |
| 58 | 25544 | |
| 57 | 25971 | |
| 56 | 25450 | |
| 55 | 25132 |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.995715 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Female |
|---|---|
| 2nd row | Female |
| 3rd row | Male |
| 4th row | Male |
| 5th row | Male |
Common Values
| Value | Count | Frequency (%) |
| Male | 602571 | |
| Female | 597429 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 602571 | |
| female | 597429 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1797429 | |
| a | 1200000 | |
| l | 1200000 | |
| M | 602571 | 10.1% |
| F | 597429 | 10.0% |
| m | 597429 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5994858 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1797429 | |
| a | 1200000 | |
| l | 1200000 | |
| M | 602571 | 10.1% |
| F | 597429 | 10.0% |
| m | 597429 | 10.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5994858 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1797429 | |
| a | 1200000 | |
| l | 1200000 | |
| M | 602571 | 10.1% |
| F | 597429 | 10.0% |
| m | 597429 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5994858 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1797429 | |
| a | 1200000 | |
| l | 1200000 | |
| M | 602571 | 10.1% |
| F | 597429 | 10.0% |
| m | 597429 | 10.0% |
Annual Income
Real number (ℝ)
Missing 
| Distinct | 88593 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 44949 |
| Missing (%) | 3.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32745.218 |
| Minimum | 1 |
|---|---|
| Maximum | 149997 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1206 |
| Q1 | 8001 |
| median | 23911 |
| Q3 | 44634 |
| 95-th percentile | 104539 |
| Maximum | 149997 |
| Range | 149996 |
| Interquartile range (IQR) | 36633 |
Descriptive statistics
| Standard deviation | 32179.506 |
|---|---|
| Coefficient of variation (CV) | 0.98272384 |
| Kurtosis | 1.7949702 |
| Mean | 32745.218 |
| Median Absolute Deviation (MAD) | 17171 |
| Skewness | 1.4703575 |
| Sum | 3.7822397 × 1010 |
| Variance | 1.0355206 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7073 | 1039 | 0.1% |
| 16054 | 1019 | 0.1% |
| 14094 | 916 | 0.1% |
| 24897 | 914 | 0.1% |
| 15983 | 888 | 0.1% |
| 7991 | 877 | 0.1% |
| 13982 | 872 | 0.1% |
| 16076 | 852 | 0.1% |
| 17091 | 762 | 0.1% |
| 16891 | 759 | 0.1% |
| Other values (88583) | 1146153 | |
| (Missing) | 44949 | 3.7% |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 7 | |
| 3 | 4 | |
| 5 | 4 | |
| 7 | 1 | < 0.1% |
| 8 | 3 | < 0.1% |
| 10 | 1 | < 0.1% |
| 11 | 8 | |
| 13 | 2 | < 0.1% |
| 14 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 149997 | 2 | < 0.1% |
| 149996 | 17 | |
| 149995 | 5 | < 0.1% |
| 149994 | 1 | < 0.1% |
| 149993 | 5 | < 0.1% |
| 149992 | 7 | |
| 149991 | 3 | < 0.1% |
| 149990 | 6 | < 0.1% |
| 149989 | 3 | < 0.1% |
| 149987 | 4 | < 0.1% |
Marital Status
Categorical
Missing 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 18529 |
| Missing (%) | 1.5% |
| Memory size | 73.1 MiB |
| Single | |
|---|---|
| Married | |
| Divorced |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 6.9969301 |
| Min length | 6 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Married |
|---|---|
| 2nd row | Divorced |
| 3rd row | Divorced |
| 4th row | Married |
| 5th row | Single |
Common Values
| Value | Count | Frequency (%) |
| Single | 395391 | |
| Married | 394316 | |
| Divorced | 391764 | |
| (Missing) | 18529 | 1.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| single | 395391 | |
| married | 394316 | |
| divorced | 391764 |
Most occurring characters
| Value | Count | Frequency (%) |
| i | 1181471 | |
| e | 1181471 | |
| r | 1180396 | |
| d | 786080 | |
| S | 395391 | 4.8% |
| n | 395391 | 4.8% |
| l | 395391 | 4.8% |
| g | 395391 | 4.8% |
| a | 394316 | 4.8% |
| M | 394316 | 4.8% |
| Other values (4) | 1567056 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8266670 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| i | 1181471 | |
| e | 1181471 | |
| r | 1180396 | |
| d | 786080 | |
| S | 395391 | 4.8% |
| n | 395391 | 4.8% |
| l | 395391 | 4.8% |
| g | 395391 | 4.8% |
| a | 394316 | 4.8% |
| M | 394316 | 4.8% |
| Other values (4) | 1567056 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8266670 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| i | 1181471 | |
| e | 1181471 | |
| r | 1180396 | |
| d | 786080 | |
| S | 395391 | 4.8% |
| n | 395391 | 4.8% |
| l | 395391 | 4.8% |
| g | 395391 | 4.8% |
| a | 394316 | 4.8% |
| M | 394316 | 4.8% |
| Other values (4) | 1567056 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8266670 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| i | 1181471 | |
| e | 1181471 | |
| r | 1180396 | |
| d | 786080 | |
| S | 395391 | 4.8% |
| n | 395391 | 4.8% |
| l | 395391 | 4.8% |
| g | 395391 | 4.8% |
| a | 394316 | 4.8% |
| M | 394316 | 4.8% |
| Other values (4) | 1567056 |
Number of Dependents
Categorical
Missing 
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 109672 |
| Missing (%) | 9.1% |
| Memory size | 68.2 MiB |
| 3.0 | |
|---|---|
| 4.0 | |
| 0.0 | |
| 2.0 | |
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 3.0 |
| 4th row | 2.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 221475 | |
| 4.0 | 220340 | |
| 0.0 | 218124 | |
| 2.0 | 215313 | |
| 1.0 | 215076 | |
| (Missing) | 109672 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3.0 | 221475 | |
| 4.0 | 220340 | |
| 0.0 | 218124 | |
| 2.0 | 215313 | |
| 1.0 | 215076 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1308452 | |
| . | 1090328 | |
| 3 | 221475 | 6.8% |
| 4 | 220340 | 6.7% |
| 2 | 215313 | 6.6% |
| 1 | 215076 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3270984 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1308452 | |
| . | 1090328 | |
| 3 | 221475 | 6.8% |
| 4 | 220340 | 6.7% |
| 2 | 215313 | 6.6% |
| 1 | 215076 | 6.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3270984 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1308452 | |
| . | 1090328 | |
| 3 | 221475 | 6.8% |
| 4 | 220340 | 6.7% |
| 2 | 215313 | 6.6% |
| 1 | 215076 | 6.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3270984 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 1308452 | |
| . | 1090328 | |
| 3 | 221475 | 6.8% |
| 4 | 220340 | 6.7% |
| 2 | 215313 | 6.6% |
| 1 | 215076 | 6.6% |
Education Level
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 74.3 MiB |
| Master's | |
|---|---|
| PhD | |
| Bachelor's | |
| High School |
Length
| Max length | 11 |
|---|---|
| Median length | 10 |
| Mean length | 7.96438 |
| Min length | 3 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Bachelor's |
|---|---|
| 2nd row | Master's |
| 3rd row | High School |
| 4th row | Bachelor's |
| 5th row | Bachelor's |
Common Values
| Value | Count | Frequency (%) |
| Master's | 303818 | |
| PhD | 303507 | |
| Bachelor's | 303234 | |
| High School | 289441 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| master's | 303818 | |
| phd | 303507 | |
| bachelor's | 303234 | |
| high | 289441 | |
| school | 289441 |
Most occurring characters
| Value | Count | Frequency (%) |
| h | 1185623 | |
| s | 910870 | 9.5% |
| o | 882116 | 9.2% |
| r | 607052 | 6.4% |
| a | 607052 | 6.4% |
| ' | 607052 | 6.4% |
| e | 607052 | 6.4% |
| l | 592675 | 6.2% |
| c | 592675 | 6.2% |
| M | 303818 | 3.2% |
| Other values (9) | 2661271 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 9557256 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| h | 1185623 | |
| s | 910870 | 9.5% |
| o | 882116 | 9.2% |
| r | 607052 | 6.4% |
| a | 607052 | 6.4% |
| ' | 607052 | 6.4% |
| e | 607052 | 6.4% |
| l | 592675 | 6.2% |
| c | 592675 | 6.2% |
| M | 303818 | 3.2% |
| Other values (9) | 2661271 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 9557256 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| h | 1185623 | |
| s | 910870 | 9.5% |
| o | 882116 | 9.2% |
| r | 607052 | 6.4% |
| a | 607052 | 6.4% |
| ' | 607052 | 6.4% |
| e | 607052 | 6.4% |
| l | 592675 | 6.2% |
| c | 592675 | 6.2% |
| M | 303818 | 3.2% |
| Other values (9) | 2661271 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 9557256 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| h | 1185623 | |
| s | 910870 | 9.5% |
| o | 882116 | 9.2% |
| r | 607052 | 6.4% |
| a | 607052 | 6.4% |
| ' | 607052 | 6.4% |
| e | 607052 | 6.4% |
| l | 592675 | 6.2% |
| c | 592675 | 6.2% |
| M | 303818 | 3.2% |
| Other values (9) | 2661271 |
Occupation
Categorical
Missing 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 358075 |
| Missing (%) | 29.8% |
| Memory size | 73.2 MiB |
| Employed | |
|---|---|
| Self-Employed | |
| Unemployed |
Length
| Max length | 13 |
|---|---|
| Median length | 10 |
| Mean length | 10.335463 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Self-Employed |
|---|---|
| 2nd row | Self-Employed |
| 3rd row | Self-Employed |
| 4th row | Employed |
| 5th row | Employed |
Common Values
| Value | Count | Frequency (%) |
| Employed | 282750 | |
| Self-Employed | 282645 | |
| Unemployed | 276530 | |
| (Missing) | 358075 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| employed | 282750 | |
| self-employed | 282645 | |
| unemployed | 276530 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1401100 | |
| l | 1124570 | |
| p | 841925 | |
| o | 841925 | |
| m | 841925 | |
| d | 841925 | |
| y | 841925 | |
| E | 565395 | |
| S | 282645 | 3.2% |
| f | 282645 | 3.2% |
| Other values (3) | 835705 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 8701685 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1401100 | |
| l | 1124570 | |
| p | 841925 | |
| o | 841925 | |
| m | 841925 | |
| d | 841925 | |
| y | 841925 | |
| E | 565395 | |
| S | 282645 | 3.2% |
| f | 282645 | 3.2% |
| Other values (3) | 835705 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 8701685 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1401100 | |
| l | 1124570 | |
| p | 841925 | |
| o | 841925 | |
| m | 841925 | |
| d | 841925 | |
| y | 841925 | |
| E | 565395 | |
| S | 282645 | 3.2% |
| f | 282645 | 3.2% |
| Other values (3) | 835705 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 8701685 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1401100 | |
| l | 1124570 | |
| p | 841925 | |
| o | 841925 | |
| m | 841925 | |
| d | 841925 | |
| y | 841925 | |
| E | 565395 | |
| S | 282645 | 3.2% |
| f | 282645 | 3.2% |
| Other values (3) | 835705 |
Health Score
Real number (ℝ)
Missing 
| Distinct | 532657 |
|---|---|
| Distinct (%) | 47.3% |
| Missing | 74076 |
| Missing (%) | 6.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 25.613908 |
| Minimum | 2.0122372 |
|---|---|
| Maximum | 58.975914 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 MiB |
Quantile statistics
| Minimum | 2.0122372 |
|---|---|
| 5-th percentile | 7.2858011 |
| Q1 | 15.918959 |
| median | 24.578648 |
| Q3 | 34.527209 |
| 95-th percentile | 47.613406 |
| Maximum | 58.975914 |
| Range | 56.963677 |
| Interquartile range (IQR) | 18.608251 |
Descriptive statistics
| Standard deviation | 12.203462 |
|---|---|
| Coefficient of variation (CV) | 0.4764389 |
| Kurtosis | -0.78499969 |
| Mean | 25.613908 |
| Median Absolute Deviation (MAD) | 9.2376174 |
| Skewness | 0.28218731 |
| Sum | 28839313 |
| Variance | 148.92448 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 19.92724142 | 128 | < 0.1% |
| 25.90765016 | 124 | < 0.1% |
| 19.8697009 | 119 | < 0.1% |
| 22.95540237 | 104 | < 0.1% |
| 27.8450064 | 103 | < 0.1% |
| 27.9294023 | 101 | < 0.1% |
| 20.9777037 | 95 | < 0.1% |
| 20.63784183 | 94 | < 0.1% |
| 10.9581528 | 93 | < 0.1% |
| 23.95570971 | 91 | < 0.1% |
| Other values (532647) | 1124872 | |
| (Missing) | 74076 | 6.2% |
| Value | Count | Frequency (%) |
| 2.012237182 | 1 | |
| 2.024415229 | 1 | |
| 2.039338266 | 1 | |
| 2.053457869 | 1 | |
| 2.056558808 | 1 | |
| 2.060175622 | 1 | |
| 2.060433713 | 1 | |
| 2.064241318 | 1 | |
| 2.065447149 | 1 | |
| 2.068843225 | 1 |
| Value | Count | Frequency (%) |
| 58.97591405 | 1 | |
| 58.88603451 | 1 | |
| 58.5696892 | 1 | |
| 58.4524782 | 1 | |
| 58.40100949 | 1 | |
| 57.98884782 | 1 | |
| 57.92381001 | 1 | |
| 57.90318089 | 1 | |
| 57.85252539 | 1 | |
| 57.82680301 | 1 |
Location
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 72.1 MiB |
| Suburban | |
|---|---|
| Rural | |
| Urban |
Length
| Max length | 8 |
|---|---|
| Median length | 5 |
| Mean length | 6.003855 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Urban |
|---|---|
| 2nd row | Rural |
| 3rd row | Suburban |
| 4th row | Rural |
| 5th row | Rural |
Common Values
| Value | Count | Frequency (%) |
| Suburban | 401542 | |
| Rural | 400947 | |
| Urban | 397511 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| suburban | 401542 | |
| rural | 400947 | |
| urban | 397511 |
Most occurring characters
| Value | Count | Frequency (%) |
| u | 1204031 | |
| b | 1200595 | |
| r | 1200000 | |
| a | 1200000 | |
| n | 799053 | |
| S | 401542 | 5.6% |
| R | 400947 | 5.6% |
| l | 400947 | 5.6% |
| U | 397511 | 5.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7204626 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| u | 1204031 | |
| b | 1200595 | |
| r | 1200000 | |
| a | 1200000 | |
| n | 799053 | |
| S | 401542 | 5.6% |
| R | 400947 | 5.6% |
| l | 400947 | 5.6% |
| U | 397511 | 5.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7204626 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| u | 1204031 | |
| b | 1200595 | |
| r | 1200000 | |
| a | 1200000 | |
| n | 799053 | |
| S | 401542 | 5.6% |
| R | 400947 | 5.6% |
| l | 400947 | 5.6% |
| U | 397511 | 5.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7204626 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| u | 1204031 | |
| b | 1200595 | |
| r | 1200000 | |
| a | 1200000 | |
| n | 799053 | |
| S | 401542 | 5.6% |
| R | 400947 | 5.6% |
| l | 400947 | 5.6% |
| U | 397511 | 5.5% |
Policy Type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 74.8 MiB |
| Premium | |
|---|---|
| Comprehensive | |
| Basic |
Length
| Max length | 13 |
|---|---|
| Median length | 7 |
| Mean length | 8.3337433 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Premium |
|---|---|
| 2nd row | Comprehensive |
| 3rd row | Premium |
| 4th row | Basic |
| 5th row | Premium |
Common Values
| Value | Count | Frequency (%) |
| Premium | 401846 | |
| Comprehensive | 399600 | |
| Basic | 398554 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| premium | 401846 | |
| comprehensive | 399600 | |
| basic | 398554 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1600646 | |
| m | 1203292 | |
| i | 1200000 | |
| r | 801446 | 8.0% |
| s | 798154 | 8.0% |
| P | 401846 | 4.0% |
| u | 401846 | 4.0% |
| C | 399600 | 4.0% |
| o | 399600 | 4.0% |
| p | 399600 | 4.0% |
| Other values (6) | 2394462 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 10000492 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1600646 | |
| m | 1203292 | |
| i | 1200000 | |
| r | 801446 | 8.0% |
| s | 798154 | 8.0% |
| P | 401846 | 4.0% |
| u | 401846 | 4.0% |
| C | 399600 | 4.0% |
| o | 399600 | 4.0% |
| p | 399600 | 4.0% |
| Other values (6) | 2394462 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 10000492 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1600646 | |
| m | 1203292 | |
| i | 1200000 | |
| r | 801446 | 8.0% |
| s | 798154 | 8.0% |
| P | 401846 | 4.0% |
| u | 401846 | 4.0% |
| C | 399600 | 4.0% |
| o | 399600 | 4.0% |
| p | 399600 | 4.0% |
| Other values (6) | 2394462 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 10000492 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1600646 | |
| m | 1203292 | |
| i | 1200000 | |
| r | 801446 | 8.0% |
| s | 798154 | 8.0% |
| P | 401846 | 4.0% |
| u | 401846 | 4.0% |
| C | 399600 | 4.0% |
| o | 399600 | 4.0% |
| p | 399600 | 4.0% |
| Other values (6) | 2394462 |
Previous Claims
Real number (ℝ)
Missing  Zeros 
| Distinct | 10 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 364029 |
| Missing (%) | 30.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0026891 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 305433 |
| Zeros (%) | 25.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 0.98284017 |
|---|---|
| Coefficient of variation (CV) | 0.98020431 |
| Kurtosis | 0.74009082 |
| Mean | 1.0026891 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.90532101 |
| Sum | 838219 |
| Variance | 0.9659748 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 305433 | |
| 1 | 300811 | |
| 2 | 167661 | |
| 3 | 49011 | 4.1% |
| 4 | 10668 | 0.9% |
| 5 | 2018 | 0.2% |
| 6 | 302 | < 0.1% |
| 7 | 58 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 1 | < 0.1% |
| (Missing) | 364029 |
| Value | Count | Frequency (%) |
| 0 | 305433 | |
| 1 | 300811 | |
| 2 | 167661 | |
| 3 | 49011 | 4.1% |
| 4 | 10668 | 0.9% |
| 5 | 2018 | 0.2% |
| 6 | 302 | < 0.1% |
| 7 | 58 | < 0.1% |
| 8 | 8 | < 0.1% |
| 9 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 1 | < 0.1% |
| 8 | 8 | < 0.1% |
| 7 | 58 | < 0.1% |
| 6 | 302 | < 0.1% |
| 5 | 2018 | 0.2% |
| 4 | 10668 | 0.9% |
| 3 | 49011 | 4.1% |
| 2 | 167661 | |
| 1 | 300811 | |
| 0 | 305433 |
Vehicle Age
Real number (ℝ)
Zeros 
| Distinct | 20 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 6 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.5698887 |
| Minimum | 0 |
|---|---|
| Maximum | 19 |
| Zeros | 61615 |
| Zeros (%) | 5.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 5 |
| median | 10 |
| Q3 | 15 |
| 95-th percentile | 19 |
| Maximum | 19 |
| Range | 19 |
| Interquartile range (IQR) | 10 |
Descriptive statistics
| Standard deviation | 5.7761887 |
|---|---|
| Coefficient of variation (CV) | 0.60357951 |
| Kurtosis | -1.2064477 |
| Mean | 9.5698887 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | -0.020408882 |
| Sum | 11483809 |
| Variance | 33.364356 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17 | 62577 | 5.2% |
| 0 | 61615 | 5.1% |
| 11 | 61483 | 5.1% |
| 18 | 61399 | 5.1% |
| 10 | 61351 | 5.1% |
| 15 | 60817 | 5.1% |
| 14 | 60815 | 5.1% |
| 12 | 60718 | 5.1% |
| 19 | 60495 | 5.0% |
| 16 | 60314 | 5.0% |
| Other values (10) | 588410 |
| Value | Count | Frequency (%) |
| 0 | 61615 | |
| 1 | 57365 | |
| 2 | 59741 | |
| 3 | 59058 | |
| 4 | 58148 | |
| 5 | 59499 | |
| 6 | 58084 | |
| 7 | 59700 | |
| 8 | 58298 | |
| 9 | 59833 |
| Value | Count | Frequency (%) |
| 19 | 60495 | |
| 18 | 61399 | |
| 17 | 62577 | |
| 16 | 60314 | |
| 15 | 60817 | |
| 14 | 60815 | |
| 13 | 58684 | |
| 12 | 60718 | |
| 11 | 61483 | |
| 10 | 61351 |
Credit Score
Real number (ℝ)
Missing 
| Distinct | 550 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 137882 |
| Missing (%) | 11.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 592.92435 |
| Minimum | 300 |
|---|---|
| Maximum | 849 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 MiB |
Quantile statistics
| Minimum | 300 |
|---|---|
| 5-th percentile | 341 |
| Q1 | 468 |
| median | 595 |
| Q3 | 721 |
| 95-th percentile | 822 |
| Maximum | 849 |
| Range | 549 |
| Interquartile range (IQR) | 253 |
Descriptive statistics
| Standard deviation | 149.98195 |
|---|---|
| Coefficient of variation (CV) | 0.25295292 |
| Kurtosis | -1.0901024 |
| Mean | 592.92435 |
| Median Absolute Deviation (MAD) | 127 |
| Skewness | -0.11357262 |
| Sum | 6.2975562 × 108 |
| Variance | 22494.584 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 434 | 4288 | 0.4% |
| 431 | 4277 | 0.4% |
| 757 | 4021 | 0.3% |
| 713 | 3977 | 0.3% |
| 437 | 3887 | 0.3% |
| 584 | 3800 | 0.3% |
| 613 | 3758 | 0.3% |
| 447 | 3742 | 0.3% |
| 658 | 3730 | 0.3% |
| 607 | 3721 | 0.3% |
| Other values (540) | 1022917 | |
| (Missing) | 137882 | 11.5% |
| Value | Count | Frequency (%) |
| 300 | 856 | |
| 301 | 1575 | |
| 302 | 1187 | |
| 303 | 1061 | |
| 304 | 841 | |
| 305 | 699 | 0.1% |
| 306 | 875 | |
| 307 | 1298 | |
| 308 | 1811 | |
| 309 | 1332 |
| Value | Count | Frequency (%) |
| 849 | 1796 | |
| 848 | 2227 | |
| 847 | 2040 | |
| 846 | 1843 | |
| 845 | 1671 | |
| 844 | 1957 | |
| 843 | 2052 | |
| 842 | 1886 | |
| 841 | 1860 | |
| 840 | 760 | 0.1% |
Insurance Duration
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 1 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.0182192 |
| Minimum | 1 |
|---|---|
| Maximum | 9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 MiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 5 |
| Q3 | 7 |
| 95-th percentile | 9 |
| Maximum | 9 |
| Range | 8 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.5943313 |
|---|---|
| Coefficient of variation (CV) | 0.51698247 |
| Kurtosis | -1.2372517 |
| Mean | 5.0182192 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | -0.0087933023 |
| Sum | 6021858 |
| Variance | 6.7305551 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9 | 137781 | |
| 1 | 135072 | |
| 8 | 133800 | |
| 7 | 133592 | |
| 5 | 132253 | |
| 4 | 132182 | |
| 6 | 132141 | |
| 3 | 132018 | |
| 2 | 131160 | |
| (Missing) | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 135072 | |
| 2 | 131160 | |
| 3 | 132018 | |
| 4 | 132182 | |
| 5 | 132253 | |
| 6 | 132141 | |
| 7 | 133592 | |
| 8 | 133800 | |
| 9 | 137781 |
| Value | Count | Frequency (%) |
| 9 | 137781 | |
| 8 | 133800 | |
| 7 | 133592 | |
| 6 | 132141 | |
| 5 | 132253 | |
| 4 | 132182 | |
| 3 | 132018 | |
| 2 | 131160 | |
| 1 | 135072 |
| Distinct | 167381 |
|---|---|
| Distinct (%) | 13.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 9.2 MiB |
| Minimum | 2019-08-17 15:21:39.080371 |
|---|---|
| Maximum | 2024-08-15 15:21:39.287115 |
Customer Feedback
Categorical
Missing 
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 77824 |
| Missing (%) | 6.5% |
| Memory size | 70.5 MiB |
| Average | |
|---|---|
| Poor | |
| Good |
Length
| Max length | 7 |
|---|---|
| Median length | 4 |
| Mean length | 5.0102827 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Poor |
|---|---|
| 2nd row | Average |
| 3rd row | Good |
| 4th row | Poor |
| 5th row | Poor |
Common Values
| Value | Count | Frequency (%) |
| Average | 377905 | |
| Poor | 375518 | |
| Good | 368753 | |
| (Missing) | 77824 | 6.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| average | 377905 | |
| poor | 375518 | |
| good | 368753 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 1488542 | |
| e | 755810 | |
| r | 753423 | |
| A | 377905 | 6.7% |
| v | 377905 | 6.7% |
| a | 377905 | 6.7% |
| g | 377905 | 6.7% |
| P | 375518 | 6.7% |
| G | 368753 | 6.6% |
| d | 368753 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 5622419 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 1488542 | |
| e | 755810 | |
| r | 753423 | |
| A | 377905 | 6.7% |
| v | 377905 | 6.7% |
| a | 377905 | 6.7% |
| g | 377905 | 6.7% |
| P | 375518 | 6.7% |
| G | 368753 | 6.6% |
| d | 368753 | 6.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 5622419 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 1488542 | |
| e | 755810 | |
| r | 753423 | |
| A | 377905 | 6.7% |
| v | 377905 | 6.7% |
| a | 377905 | 6.7% |
| g | 377905 | 6.7% |
| P | 375518 | 6.7% |
| G | 368753 | 6.6% |
| d | 368753 | 6.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 5622419 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 1488542 | |
| e | 755810 | |
| r | 753423 | |
| A | 377905 | 6.7% |
| v | 377905 | 6.7% |
| a | 377905 | 6.7% |
| g | 377905 | 6.7% |
| P | 375518 | 6.7% |
| G | 368753 | 6.6% |
| d | 368753 | 6.6% |
Smoking Status
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.1 MiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) |
| True | 601873 | |
| False | 598127 |
Exercise Frequency
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 72.1 MiB |
| Weekly | |
|---|---|
| Monthly | |
| Rarely | |
| Daily |
Length
| Max length | 7 |
|---|---|
| Median length | 6 |
| Mean length | 6.0043825 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Weekly |
|---|---|
| 2nd row | Monthly |
| 3rd row | Weekly |
| 4th row | Daily |
| 5th row | Weekly |
Common Values
| Value | Count | Frequency (%) |
| Weekly | 306179 | |
| Monthly | 299830 | |
| Rarely | 299420 | |
| Daily | 294571 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| weekly | 306179 | |
| monthly | 299830 | |
| rarely | 299420 | |
| daily | 294571 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 1200000 | |
| y | 1200000 | |
| e | 911778 | |
| a | 593991 | 8.2% |
| k | 306179 | 4.2% |
| W | 306179 | 4.2% |
| M | 299830 | 4.2% |
| o | 299830 | 4.2% |
| n | 299830 | 4.2% |
| h | 299830 | 4.2% |
| Other values (5) | 1487812 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7205259 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| l | 1200000 | |
| y | 1200000 | |
| e | 911778 | |
| a | 593991 | 8.2% |
| k | 306179 | 4.2% |
| W | 306179 | 4.2% |
| M | 299830 | 4.2% |
| o | 299830 | 4.2% |
| n | 299830 | 4.2% |
| h | 299830 | 4.2% |
| Other values (5) | 1487812 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7205259 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| l | 1200000 | |
| y | 1200000 | |
| e | 911778 | |
| a | 593991 | 8.2% |
| k | 306179 | 4.2% |
| W | 306179 | 4.2% |
| M | 299830 | 4.2% |
| o | 299830 | 4.2% |
| n | 299830 | 4.2% |
| h | 299830 | 4.2% |
| Other values (5) | 1487812 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7205259 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| l | 1200000 | |
| y | 1200000 | |
| e | 911778 | |
| a | 593991 | 8.2% |
| k | 306179 | 4.2% |
| W | 306179 | 4.2% |
| M | 299830 | 4.2% |
| o | 299830 | 4.2% |
| n | 299830 | 4.2% |
| h | 299830 | 4.2% |
| Other values (5) | 1487812 |
Property Type
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 72.5 MiB |
| House | |
|---|---|
| Apartment | |
| Condo |
Length
| Max length | 9 |
|---|---|
| Median length | 5 |
| Mean length | 6.33326 |
| Min length | 5 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | House |
|---|---|
| 2nd row | House |
| 3rd row | House |
| 4th row | Apartment |
| 5th row | House |
Common Values
| Value | Count | Frequency (%) |
| House | 400349 | |
| Apartment | 399978 | |
| Condo | 399673 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| house | 400349 | |
| apartment | 399978 | |
| condo | 399673 |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 1199695 | |
| e | 800327 | |
| t | 799956 | |
| n | 799651 | |
| H | 400349 | 5.3% |
| u | 400349 | 5.3% |
| s | 400349 | 5.3% |
| A | 399978 | 5.3% |
| a | 399978 | 5.3% |
| p | 399978 | 5.3% |
| Other values (4) | 1599302 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 7599912 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| o | 1199695 | |
| e | 800327 | |
| t | 799956 | |
| n | 799651 | |
| H | 400349 | 5.3% |
| u | 400349 | 5.3% |
| s | 400349 | 5.3% |
| A | 399978 | 5.3% |
| a | 399978 | 5.3% |
| p | 399978 | 5.3% |
| Other values (4) | 1599302 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 7599912 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| o | 1199695 | |
| e | 800327 | |
| t | 799956 | |
| n | 799651 | |
| H | 400349 | 5.3% |
| u | 400349 | 5.3% |
| s | 400349 | 5.3% |
| A | 399978 | 5.3% |
| a | 399978 | 5.3% |
| p | 399978 | 5.3% |
| Other values (4) | 1599302 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 7599912 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| o | 1199695 | |
| e | 800327 | |
| t | 799956 | |
| n | 799651 | |
| H | 400349 | 5.3% |
| u | 400349 | 5.3% |
| s | 400349 | 5.3% |
| A | 399978 | 5.3% |
| a | 399978 | 5.3% |
| p | 399978 | 5.3% |
| Other values (4) | 1599302 |
Premium Amount
Real number (ℝ)
| Distinct | 4794 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1102.5448 |
| Minimum | 20 |
|---|---|
| Maximum | 4999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 9.2 MiB |
Quantile statistics
| Minimum | 20 |
|---|---|
| 5-th percentile | 49 |
| Q1 | 514 |
| median | 872 |
| Q3 | 1509 |
| 95-th percentile | 2869 |
| Maximum | 4999 |
| Range | 4979 |
| Interquartile range (IQR) | 995 |
Descriptive statistics
| Standard deviation | 864.99886 |
|---|---|
| Coefficient of variation (CV) | 0.78454757 |
| Kurtosis | 1.5185856 |
| Mean | 1102.5448 |
| Median Absolute Deviation (MAD) | 449 |
| Skewness | 1.2409155 |
| Sum | 1.3230538 × 109 |
| Variance | 748223.03 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 25 | 4268 | 0.4% |
| 24 | 3901 | 0.3% |
| 20 | 3849 | 0.3% |
| 23 | 3524 | 0.3% |
| 28 | 3418 | 0.3% |
| 26 | 3375 | 0.3% |
| 48 | 3307 | 0.3% |
| 29 | 3139 | 0.3% |
| 100 | 3125 | 0.3% |
| 27 | 3074 | 0.3% |
| Other values (4784) | 1165020 |
| Value | Count | Frequency (%) |
| 20 | 3849 | |
| 21 | 362 | < 0.1% |
| 22 | 1698 | 0.1% |
| 23 | 3524 | |
| 24 | 3901 | |
| 25 | 4268 | |
| 26 | 3375 | |
| 27 | 3074 | |
| 28 | 3418 | |
| 29 | 3139 |
| Value | Count | Frequency (%) |
| 4999 | 1 | < 0.1% |
| 4997 | 2 | < 0.1% |
| 4996 | 1 | < 0.1% |
| 4994 | 1 | < 0.1% |
| 4992 | 1 | < 0.1% |
| 4991 | 1 | < 0.1% |
| 4988 | 18 | |
| 4987 | 5 | < 0.1% |
| 4986 | 3 | < 0.1% |
| 4985 | 2 | < 0.1% |
Interactions
Correlations
| Age | Annual Income | Credit Score | Customer Feedback | Education Level | Exercise Frequency | Gender | Health Score | Insurance Duration | Location | Marital Status | Number of Dependents | Occupation | Policy Type | Premium Amount | Previous Claims | Property Type | Smoking Status | Vehicle Age | id | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.000 | 0.003 | 0.001 | 0.001 | 0.001 | 0.000 | 0.001 | -0.000 | 0.001 | 0.002 | 0.001 | 0.000 | 0.000 | -0.002 | 0.002 | 0.002 | 0.001 | -0.002 | -0.000 |
| Annual Income | 0.000 | 1.000 | -0.150 | 0.000 | 0.002 | 0.003 | 0.000 | 0.013 | 0.000 | 0.000 | 0.001 | 0.002 | 0.002 | 0.002 | -0.061 | 0.001 | 0.001 | 0.001 | -0.000 | -0.000 |
| Credit Score | 0.003 | -0.150 | 1.000 | 0.000 | 0.002 | 0.000 | 0.001 | 0.010 | 0.001 | 0.003 | 0.003 | 0.004 | 0.002 | 0.001 | -0.044 | 0.038 | 0.001 | 0.002 | 0.001 | 0.001 |
| Customer Feedback | 0.001 | 0.000 | 0.000 | 1.000 | 0.000 | 0.003 | 0.001 | 0.004 | 0.000 | 0.002 | 0.002 | 0.001 | 0.002 | 0.000 | 0.001 | 0.004 | 0.002 | 0.000 | 0.000 | 0.000 |
| Education Level | 0.001 | 0.002 | 0.002 | 0.000 | 1.000 | 0.002 | 0.000 | 0.004 | 0.002 | 0.002 | 0.001 | 0.001 | 0.001 | 0.002 | 0.002 | 0.002 | 0.004 | 0.001 | 0.000 | 0.001 |
| Exercise Frequency | 0.001 | 0.003 | 0.000 | 0.003 | 0.002 | 1.000 | 0.000 | 0.004 | 0.001 | 0.000 | 0.000 | 0.002 | 0.001 | 0.003 | 0.001 | 0.000 | 0.001 | 0.001 | 0.001 | 0.000 |
| Gender | 0.000 | 0.000 | 0.001 | 0.001 | 0.000 | 0.000 | 1.000 | 0.006 | 0.000 | 0.001 | 0.002 | 0.002 | 0.001 | 0.001 | 0.002 | 0.000 | 0.001 | 0.003 | 0.001 | 0.000 |
| Health Score | 0.001 | 0.013 | 0.010 | 0.004 | 0.004 | 0.004 | 0.006 | 1.000 | 0.003 | 0.004 | 0.004 | 0.005 | 0.005 | 0.003 | 0.016 | 0.002 | 0.000 | 0.003 | -0.000 | 0.001 |
| Insurance Duration | -0.000 | 0.000 | 0.001 | 0.000 | 0.002 | 0.001 | 0.000 | 0.003 | 1.000 | 0.002 | 0.002 | 0.002 | 0.002 | 0.000 | -0.000 | 0.003 | 0.002 | 0.000 | 0.003 | -0.000 |
| Location | 0.001 | 0.000 | 0.003 | 0.002 | 0.002 | 0.000 | 0.001 | 0.004 | 0.002 | 1.000 | 0.001 | 0.002 | 0.000 | 0.001 | 0.002 | 0.000 | 0.000 | 0.001 | 0.001 | 0.003 |
| Marital Status | 0.002 | 0.001 | 0.003 | 0.002 | 0.001 | 0.000 | 0.002 | 0.004 | 0.002 | 0.001 | 1.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.001 | 0.002 | 0.000 | 0.001 | 0.001 |
| Number of Dependents | 0.001 | 0.002 | 0.004 | 0.001 | 0.001 | 0.002 | 0.002 | 0.005 | 0.002 | 0.002 | 0.000 | 1.000 | 0.000 | 0.000 | 0.004 | 0.005 | 0.003 | 0.000 | 0.003 | 0.001 |
| Occupation | 0.000 | 0.002 | 0.002 | 0.002 | 0.001 | 0.001 | 0.001 | 0.005 | 0.002 | 0.000 | 0.004 | 0.000 | 1.000 | 0.000 | 0.004 | 0.003 | 0.004 | 0.001 | 0.000 | 0.000 |
| Policy Type | 0.000 | 0.002 | 0.001 | 0.000 | 0.002 | 0.003 | 0.001 | 0.003 | 0.000 | 0.001 | 0.000 | 0.000 | 0.000 | 1.000 | 0.000 | 0.002 | 0.001 | 0.002 | 0.000 | 0.001 |
| Premium Amount | -0.002 | -0.061 | -0.044 | 0.001 | 0.002 | 0.001 | 0.002 | 0.016 | -0.000 | 0.002 | 0.000 | 0.004 | 0.004 | 0.000 | 1.000 | 0.045 | 0.002 | 0.003 | 0.001 | 0.001 |
| Previous Claims | 0.002 | 0.001 | 0.038 | 0.004 | 0.002 | 0.000 | 0.000 | 0.002 | 0.003 | 0.000 | 0.001 | 0.005 | 0.003 | 0.002 | 0.045 | 1.000 | 0.003 | 0.002 | -0.001 | -0.000 |
| Property Type | 0.002 | 0.001 | 0.001 | 0.002 | 0.004 | 0.001 | 0.001 | 0.000 | 0.002 | 0.000 | 0.002 | 0.003 | 0.004 | 0.001 | 0.002 | 0.003 | 1.000 | 0.001 | 0.003 | 0.000 |
| Smoking Status | 0.001 | 0.001 | 0.002 | 0.000 | 0.001 | 0.001 | 0.003 | 0.003 | 0.000 | 0.001 | 0.000 | 0.000 | 0.001 | 0.002 | 0.003 | 0.002 | 0.001 | 1.000 | 0.003 | 0.000 |
| Vehicle Age | -0.002 | -0.000 | 0.001 | 0.000 | 0.000 | 0.001 | 0.001 | -0.000 | 0.003 | 0.001 | 0.001 | 0.003 | 0.000 | 0.000 | 0.001 | -0.001 | 0.003 | 0.003 | 1.000 | -0.001 |
| id | -0.000 | -0.000 | 0.001 | 0.000 | 0.001 | 0.000 | 0.000 | 0.001 | -0.000 | 0.003 | 0.001 | 0.001 | 0.000 | 0.001 | 0.001 | -0.000 | 0.000 | 0.000 | -0.001 | 1.000 |
Missing values
Sample
| id | Age | Gender | Annual Income | Marital Status | Number of Dependents | Education Level | Occupation | Health Score | Location | Policy Type | Previous Claims | Vehicle Age | Credit Score | Insurance Duration | Policy Start Date | Customer Feedback | Smoking Status | Exercise Frequency | Property Type | Premium Amount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 19.0 | Female | 10049.0 | Married | 1.0 | Bachelor's | Self-Employed | 22.598761 | Urban | Premium | 2.0 | 17.0 | 372.0 | 5.0 | 2023-12-23 15:21:39.134960 | Poor | No | Weekly | House | 2869.0 |
| 1 | 1 | 39.0 | Female | 31678.0 | Divorced | 3.0 | Master's | NaN | 15.569731 | Rural | Comprehensive | 1.0 | 12.0 | 694.0 | 2.0 | 2023-06-12 15:21:39.111551 | Average | Yes | Monthly | House | 1483.0 |
| 2 | 2 | 23.0 | Male | 25602.0 | Divorced | 3.0 | High School | Self-Employed | 47.177549 | Suburban | Premium | 1.0 | 14.0 | NaN | 3.0 | 2023-09-30 15:21:39.221386 | Good | Yes | Weekly | House | 567.0 |
| 3 | 3 | 21.0 | Male | 141855.0 | Married | 2.0 | Bachelor's | NaN | 10.938144 | Rural | Basic | 1.0 | 0.0 | 367.0 | 1.0 | 2024-06-12 15:21:39.226954 | Poor | Yes | Daily | Apartment | 765.0 |
| 4 | 4 | 21.0 | Male | 39651.0 | Single | 1.0 | Bachelor's | Self-Employed | 20.376094 | Rural | Premium | 0.0 | 8.0 | 598.0 | 4.0 | 2021-12-01 15:21:39.252145 | Poor | Yes | Weekly | House | 2022.0 |
| 5 | 5 | 29.0 | Male | 45963.0 | Married | 1.0 | Bachelor's | NaN | 33.053198 | Urban | Premium | 2.0 | 4.0 | 614.0 | 5.0 | 2022-05-20 15:21:39.207847 | Average | No | Weekly | House | 3202.0 |
| 6 | 6 | 41.0 | Male | 40336.0 | Married | 0.0 | PhD | NaN | NaN | Rural | Basic | 2.0 | 8.0 | 807.0 | 6.0 | 2020-02-21 15:21:39.219432 | Poor | No | Weekly | House | 439.0 |
| 7 | 7 | 48.0 | Female | 127237.0 | Divorced | 2.0 | High School | Employed | 5.769783 | Suburban | Comprehensive | 1.0 | 11.0 | 398.0 | 5.0 | 2022-08-08 15:21:39.181605 | Average | No | Rarely | Condo | 111.0 |
| 8 | 8 | 21.0 | Male | 1733.0 | Divorced | 3.0 | Bachelor's | NaN | 17.869551 | Urban | Premium | 1.0 | 10.0 | 685.0 | 8.0 | 2020-12-14 15:21:39.198406 | Average | No | Monthly | Condo | 213.0 |
| 9 | 9 | 44.0 | Male | 52447.0 | Married | 2.0 | Master's | Employed | 20.473718 | Urban | Comprehensive | 1.0 | 9.0 | 635.0 | 3.0 | 2020-08-02 15:21:39.144722 | Poor | No | Daily | Condo | 64.0 |
| id | Age | Gender | Annual Income | Marital Status | Number of Dependents | Education Level | Occupation | Health Score | Location | Policy Type | Previous Claims | Vehicle Age | Credit Score | Insurance Duration | Policy Start Date | Customer Feedback | Smoking Status | Exercise Frequency | Property Type | Premium Amount | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1199990 | 1199990 | 55.0 | Female | 72384.0 | Single | 0.0 | High School | Unemployed | 13.661678 | Urban | Basic | 1.0 | 3.0 | 789.0 | 5.0 | 2020-01-10 15:21:39.155231 | Average | Yes | Monthly | Apartment | 231.0 |
| 1199991 | 1199991 | 59.0 | Female | 23706.0 | Divorced | 4.0 | High School | Self-Employed | 24.913204 | Suburban | Comprehensive | NaN | 17.0 | NaN | 1.0 | 2021-06-22 15:21:39.188220 | Good | Yes | Monthly | Apartment | 3381.0 |
| 1199992 | 1199992 | 53.0 | Female | 6837.0 | Married | 2.0 | High School | Self-Employed | 17.844235 | Urban | Comprehensive | NaN | 15.0 | 406.0 | 4.0 | 2021-01-09 15:21:39.281787 | Good | No | Rarely | House | 1251.0 |
| 1199993 | 1199993 | 38.0 | Male | 1607.0 | Married | 1.0 | High School | NaN | 18.552314 | Suburban | Comprehensive | 0.0 | 12.0 | 469.0 | 2.0 | 2022-08-10 15:21:39.132191 | Good | No | Rarely | House | 1027.0 |
| 1199994 | 1199994 | 34.0 | Male | 23456.0 | Single | 4.0 | Master's | Self-Employed | 14.783439 | Rural | Basic | NaN | 12.0 | 548.0 | 9.0 | 2023-06-09 15:21:39.134960 | Good | No | Monthly | Apartment | 1584.0 |
| 1199995 | 1199995 | 36.0 | Female | 27316.0 | Married | 0.0 | Master's | Unemployed | 13.772907 | Urban | Premium | NaN | 5.0 | 372.0 | 3.0 | 2023-05-03 15:21:39.257696 | Poor | No | Daily | Apartment | 1303.0 |
| 1199996 | 1199996 | 54.0 | Male | 35786.0 | Divorced | NaN | Master's | Self-Employed | 11.483482 | Rural | Comprehensive | NaN | 10.0 | 597.0 | 4.0 | 2022-09-10 15:21:39.134960 | Poor | No | Weekly | Apartment | 821.0 |
| 1199997 | 1199997 | 19.0 | Male | 51884.0 | Divorced | 0.0 | Master's | NaN | 14.724469 | Suburban | Basic | 0.0 | 19.0 | NaN | 6.0 | 2021-05-25 15:21:39.106582 | Good | No | Monthly | Condo | 371.0 |
| 1199998 | 1199998 | 55.0 | Male | NaN | Single | 1.0 | PhD | NaN | 18.547381 | Suburban | Premium | 1.0 | 7.0 | 407.0 | 4.0 | 2021-09-19 15:21:39.190215 | Poor | No | Daily | Apartment | 596.0 |
| 1199999 | 1199999 | 21.0 | Female | NaN | Divorced | 0.0 | PhD | NaN | 10.125323 | Rural | Premium | 0.0 | 18.0 | 502.0 | 6.0 | 2020-08-26 15:21:39.155231 | Good | Yes | Monthly | House | 2480.0 |